{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fiQvU0_fCXwj"
   },
   "source": [
    "# Learning the Helmholtz-Hodge Decomposition\n",
    "\n",
    "In the following notebook we'll following the aforementioned paper by Tompson et al. {cite}`tompson2017` and train a neural network that to perform a Helmholtz-Hodge decomposition. This is a very classic and time consuming part of many numerical solvers, and enables splitting an arbitrary vector field into a solenoidal (divergence-free) and irrotational part (the pressure gradient). Because this is traditionally very time consuming, it's an interesting goal for a learned approach. As a stepping stone towards integrating full solvers, we'll formulate a physics-based loss via a discretized PDE-constraint (the approach denoted as physical loss training _v1_ in the previous section).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VF33GyuyCXwk"
   },
   "source": [
    "## Solving Navier-Stokes\n",
    "\n",
    "To motivate the topic, let's briefly revisit how the incompressible Navier-Stokes equations are often solved: a fundamental variant employs operator splitting to separately solve advection and pressure correction (giving first-order accuracy in time). Thus, given an arbitrary flow field $\\mathbf{u}$, we compute a self advection step solving $\\frac{\\partial \\mathbf{u}}{\\partial{t}} + \\mathbf{u} \\cdot \\nabla \\mathbf{u} = 0$. This step is usually efficient, with a complexity linear in the number of discretization points, and gives an advected flow field $\\tilde{\\mathbf{u}}$. \n",
    "\n",
    "The pressure-projection (or _Chorin_ projection) step using the aforementioned Helmholtz-Hodge decomposition requires solving a Poisson problem $\\nabla ^ 2 p = \\nabla \\cdot \\tilde{\\mathbf{u}}$, an elliptic PDE that is non-trivial to solve in the general case. In the Navier-Stokes setting it gives an instantaneous scalar pressure field $p$, the gradient of which happens to capture the divergent parts of the velocity field. Hence, once we subtract $\\nabla p$ we obtain a divergence free field that satisfies $\\nabla \\cdot \\mathbf{u} = 0$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ikG8LK18CXwl"
   },
   "source": [
    "Our goal below will be to obtain $p$ for new velocity inputs $\\mathbf{u}$, and the neat property of this problem is\n",
    "that we can perform this training without a supervised setup. I.e., we don't have to precompute a large number of $(\\mathbf{u},p)$ pairs to train this, but rather we'll rely on the discretized PDE-constraint. This could be called an _unsupervised_ training, but this labeling is misleading, as the training target in all \"unsupervised\" cases is simply computed on the fly.\n",
    "\n",
    "The more important conceptual aspect of the approach is that we have a target PDE $\\nabla \\cdot \\mathbf{u} = 0$, that we can discretize on our computational domain with a suitable finite-difference operator. Once we do this in a differentiable way, we can directly use the FD operator to train our neural network: as we aim for minimizing $\\nabla \\cdot \\tilde{\\tilde{\\mathbf{u}}}$, this effectively gives us an $L_2$ loss with a target of 0. From this loss, we can back-propagate through the discretized divergence operator to obtain a gradient for $\\mathbf{u}$, which is computed (as outlined above), as $\\tilde{\\tilde{\\mathbf{u}}} = \\tilde{\\mathbf{u}} - \\nabla p$, where $p$ is the output of our neural network $f$ with parameters $\\theta$. \n",
    "As we know that the divergence is all that is required to uniquely determine the pressure field, we can pass the divergence to $f$ to simplify the inference task.\n",
    "Thus $f( \\nabla \\cdot \\tilde{\\mathbf{u}} ; \\theta)$ will receive a gradient backpropagated from the loss through all steps to update its state $\\theta$ such that the velocity field above will end up divergence free.\n",
    "\n",
    "Putting these steps together, we aim for solving the minimization problem\n",
    "$$\n",
    "\\text{arg min}_{\\theta} \\sum_i \\Big( \\nabla \\cdot (\\tilde{\\mathbf{u}} - \\nabla f(\\nabla \\cdot \\tilde{\\mathbf{u}} ; \\theta)) \\Big)^2 ,\n",
    "$$\n",
    "where the $i$ subscript denotes an arbitrary number of different inputs, e.g., from a minibatch at training time.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KTZ4m8rnCXwl"
   },
   "source": [
    "## Setting up the Discrete PDE\n",
    "\n",
    "As before, we'll use the `PhiFlow` framework. \n",
    "The cell below installs it via `pip`, and imports the PyTorch backend together with `tqdm` for tracking the progress. Note that this notebook can be switched to TensorFlow quite easily by changing the import below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "EK8xTOQlCXwm"
   },
   "outputs": [],
   "source": [
    "!pip install --quiet phiflow==3.3 tqdm\n",
    "from tqdm import tqdm\n",
    "from phiml import nn\n",
    "\n",
    "from phi.torch.flow import *\n",
    "# this notebook largely works identically with tensorflow - try replacing the line above with this one\n",
    "#from phi.tf.flow import *  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "opKU6RVrCXwm"
   },
   "source": [
    "Let's define some basic constants, the grid resolution (which we'll reuse as _physical_ dimensions in PhiFlow), the number of different flow fields we'll consider for training, and the batch size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "hs8v9vEECXwn"
   },
   "outputs": [],
   "source": [
    "RES_X = 32\n",
    "RES_Y = 32\n",
    "\n",
    "NUM_SAMPLES_TRAIN = 100\n",
    "BATCH_SIZE = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-6mIFTtQCXwn"
   },
   "source": [
    "We will use random, periodic flow fields generated via PhiFlow's frequency-based synthesis. The next cell will pre-compute all these flow fields (100 in total), and visualize an example. Note, we're simply taking random, divergent flow fields here. We don't know what the correct divergence-free counterparts are."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 463
    },
    "id": "CDCkr16bCXwn",
    "outputId": "43131d6b-83c0-438e-9790-b40120f3b427"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial L2 of divergence: \u001b[94m195.28241\u001b[0m, max=1.8969224691390991\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vel = field.StaggeredGrid(\n",
    "    values=field.Noise(batch(batch=NUM_SAMPLES_TRAIN)),\n",
    "    extrapolation=math.extrapolation.PERIODIC,\n",
    "    bounds=geom.Box(x=RES_X, y=RES_Y), \n",
    "    resolution=math.spatial(x=RES_X, y=RES_Y),\n",
    ")\n",
    "\n",
    "# plot the velocity field\n",
    "plot = vis.plot({ \"velocity\": vel.batch[0], \"vel. magnitude\": math.vec_length(vel.batch[0].at_centers().values), \"divergence\": field.divergence(vel.batch[0]), })\n",
    "\n",
    "# for initial assessments, let's print the typical divergence of an input\n",
    "print( f\"Initial L2 of divergence: {math.l2_loss(field.divergence(vel.batch[0]))}, max={field.divergence(vel.batch[0]).values.max}\" )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "p2zXNACNCXwo"
   },
   "source": [
    "Here you can see the flowlines together with velocity magnitudes and the divergence per cell. The latter is exactly what we're want to remove. This visualization shows that the divergence is smaller than the actual magnitude of the velocities, with an average of around 0.4, as indicated by the L2 output right above the images.\n",
    "\n",
    "Next, we will define a Navier-Stokes simulation step. Given our reduced setup without external forces or obstacles, it's very simple: a call to an advection function in PhiFlow, followed by `fluid.make_incompressible()` to invoke the Poisson solver. Here we need to pass a custom solver to treat the rank deficiency in the periodic solve (it's ambiguous with respect to constant offsets). This is not neceessary later on for situations with a unique pressure solution.  We'll also directly annotate this function and the following ones for JIT compilation with `@jit_compile`. This is important for good performance on GPUs, but it makes debugging much harder. So when changing the code, it's highly recommended to remove them. The code will work just as well without, just slower. Once everything's running as it should, re-activate JIT compilation for the _real_ training runs. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "HxhmDFPOCXwo"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  warnings.warn(\"Possible rank deficiency detected. Matrix might be singular which can lead to convergence problems. \")\n"
     ]
    }
   ],
   "source": [
    "@jit_compile\n",
    "def step(v, dt = 1.0):\n",
    "    v = advect.mac_cormack(v, v, dt)\n",
    "    v, p = fluid.make_incompressible(v, [], solve=Solve(rank_deficiency=0))\n",
    "    return v, p\n",
    "\n",
    "v,p = step(vel)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QYJ3jdLeCXwo"
   },
   "source": [
    "This cell directly runs the solver on our random velocity field from before. If you're curious, you can plot it via `vis.plot()`. However, as we've demonstrated in earlier chapters that PhiFlow's NS solver works, we'll focus on the NN training. Our goal below is to train the network without having to precompute many pressure examples with a function like `make_incompressible()` above. Instead, we'll use the differentiable divergence operator to set up our training.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IQuy2EYpfqXp"
   },
   "source": [
    "## Neural Network Training\n",
    "\n",
    "Were facing an elliptic PDE problem here, and hence a NN architecture with global communication is important, cf. {doc}`supervised-arch`. Below, we initialize a U-Net, but feel free to try the ResNet variant, which works less well due to its local receptive field. (Given that property, it's doing surprisingly well.) As we're dealing with a periodic domain for simplicity, the NN likewise needs to be configured for periodic processing via `periodic=True`. It's input is a single channel (the divergence), and the output a very different content, the pressure. However, for the network this is likewise simply a single, scalar channel. The `filters=24` determine the total number of parameters. Feel free to increase this to improve accuracy (and reduce computational performance of the NN inference). This is the classic accuracy vs performance trade-off that NNs share with all classic numerical methods.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "n2gn4poGCXwp",
    "outputId": "b3cbf653-3681-4ba1-d83e-efe853479fa3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UNet(\n",
      "  (inc): DoubleConv(\n",
      "    (double_conv): Sequential(\n",
      "      (0): Conv2d(1, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), padding_mode=circular)\n",
      "      (1): Identity()\n",
      "      (2): ReLU()\n",
      "      (3): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), padding_mode=circular)\n",
      "      (4): Identity()\n",
      "      (5): ReLU(inplace=True)\n",
      "    )\n",
      "  )\n",
      "  (down1): Down(\n",
      "    (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (conv): ResNetBlock(\n",
      "      (sample_input): Identity()\n",
      "      (bn_sample): Identity()\n",
      "      (bn1): Identity()\n",
      "      (conv1): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "      (bn2): Identity()\n",
      "      (conv2): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    )\n",
      "  )\n",
      "  (up1): Up(\n",
      "    (up): Upsample(scale_factor=2.0, mode='bilinear')\n",
      "    (conv): DoubleConv(\n",
      "      (double_conv): Sequential(\n",
      "        (0): Conv2d(48, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), padding_mode=circular)\n",
      "        (1): Identity()\n",
      "        (2): ReLU()\n",
      "        (3): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), padding_mode=circular)\n",
      "        (4): Identity()\n",
      "        (5): ReLU(inplace=True)\n",
      "      )\n",
      "    )\n",
      "  )\n",
      "  (down2): Down(\n",
      "    (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (conv): ResNetBlock(\n",
      "      (sample_input): Identity()\n",
      "      (bn_sample): Identity()\n",
      "      (bn1): Identity()\n",
      "      (conv1): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "      (bn2): Identity()\n",
      "      (conv2): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    )\n",
      "  )\n",
      "  (up2): Up(\n",
      "    (up): Upsample(scale_factor=2.0, mode='bilinear')\n",
      "    (conv): DoubleConv(\n",
      "      (double_conv): Sequential(\n",
      "        (0): Conv2d(48, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), padding_mode=circular)\n",
      "        (1): Identity()\n",
      "        (2): ReLU()\n",
      "        (3): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), padding_mode=circular)\n",
      "        (4): Identity()\n",
      "        (5): ReLU(inplace=True)\n",
      "      )\n",
      "    )\n",
      "  )\n",
      "  (down3): Down(\n",
      "    (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (conv): ResNetBlock(\n",
      "      (sample_input): Identity()\n",
      "      (bn_sample): Identity()\n",
      "      (bn1): Identity()\n",
      "      (conv1): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "      (bn2): Identity()\n",
      "      (conv2): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    )\n",
      "  )\n",
      "  (up3): Up(\n",
      "    (up): Upsample(scale_factor=2.0, mode='bilinear')\n",
      "    (conv): DoubleConv(\n",
      "      (double_conv): Sequential(\n",
      "        (0): Conv2d(48, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), padding_mode=circular)\n",
      "        (1): Identity()\n",
      "        (2): ReLU()\n",
      "        (3): Conv2d(24, 24, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), padding_mode=circular)\n",
      "        (4): Identity()\n",
      "        (5): ReLU(inplace=True)\n",
      "      )\n",
      "    )\n",
      "  )\n",
      "  (outc): Conv2d(24, 1, kernel_size=(1, 1), stride=(1, 1))\n",
      ")\n",
      "Total number of trainable parameters: 83521\n"
     ]
    }
   ],
   "source": [
    "from phiml import nn \n",
    "\n",
    "network = nn.u_net(in_channels=1, out_channels=1, levels=4, periodic=True, batch_norm=False, in_spatial=(RES_X, RES_Y), filters=24)\n",
    "\n",
    "# uncomment this for an alternative architecture that could generalize to different resolutions\n",
    "#network = nn.res_net(in_channels=1,out_channels=1,layers=[32,32,32])\n",
    "\n",
    "# print network and parameter summary\n",
    "from phiml.backend import BACKENDS\n",
    "if any([b.name == 'torch' for b in BACKENDS]):\n",
    "    print(network)\n",
    "    print(\"Total number of trainable parameters: \"+ str( sum(p.numel() for p in network.parameters()) ))\n",
    "elif any([b.name == 'tf' for b in BACKENDS]):\n",
    "    network.summary() \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "q8uvCyqsCXwp"
   },
   "source": [
    "As can be seen here, the NN has around 83k trainable parameters.\n",
    "\n",
    "Next we can setup the training process: the `eval_nn()` function below takes a batch of flow fields, computes their divergence, and calls the NN with these inputs. The resulting scalar field is converted to a PhiFlow tensor and interpreted as a pressure field. Its gradient is subtracted from the input flow following Helmholtz-Hodge. Our goal is to make the resulting flow field `v` incompressible, i.e., it's divergence should be minimal.\n",
    "\n",
    "To achieve this goal, we'll define a loss function that computes the $L^2$ of the per-cell divergence `loss_div()`. For convenience, we'll also define a helper functions `loss_func` that will be used by PhiFlow. This function evaluates the NN for an input, and computes the resulting loss. PhiFlow will call this function and then make sure the gradient backpropagates from the single loss value through the discrete divergence operator to the weights of the NN. Note that in the incompressible setting we always remove the divergence present in the flow, and hence the time step does not play a role.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "46wOU55hCXwp"
   },
   "outputs": [],
   "source": [
    "@jit_compile\n",
    "def eval_nn(v):\n",
    "    nn_input = field.divergence(field=v, order=2)\n",
    "    p = math.native_call(network, nn_input.values)\n",
    "    p = field.CenteredGrid(\n",
    "        values=p,\n",
    "        extrapolation=math.extrapolation.PERIODIC, \n",
    "        bounds=geom.Box(x=RES_X, y=RES_Y),\n",
    "        resolution=spatial(x=RES_X, y=RES_Y),\n",
    "    )\n",
    "    grad_pres = field.spatial_gradient(p, boundary=math.extrapolation.PERIODIC, at=v.sampled_at) \n",
    "    v = v - grad_pres\n",
    "    return v, p\n",
    "\n",
    "# loss functions\n",
    "\n",
    "@jit_compile\n",
    "def loss_div(v):\n",
    "    div = field.divergence(field=v,order=2)\n",
    "    div_sum = 2 * math.l2_loss(div)\n",
    "    return div_sum, div\n",
    "\n",
    "@jit_compile\n",
    "def loss_func(v):\n",
    "    v, p = eval_nn(v)\n",
    "    loss, div = loss_div(v)  \n",
    "    return math.mean(loss,dim=batch), v, p"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nymq_eSDCXwp"
   },
   "source": [
    "Before training the network, let's look at what a randomly initialized network produces. Below we evaluate the untrained network on the first flow field input:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 551
    },
    "id": "wa9T3aXqCXwp",
    "outputId": "b17a0492-7746-4dbe-ab3a-b3a59912fa03"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss for untrained network: \u001b[94m390.21857\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vel_untrained, pres_untrained = eval_nn(vel.batch[0])\n",
    "\n",
    "# optionally, visualize the outputs: this doesn't look much different from before as the NN is untrained\n",
    "#plot = vis.plot( {\"vel untrained\": vel_untrained, \"vel len. untrained\": math.vec_length(vel_untrained.at_centers().values), \"div. untrained\": field.divergence(vel_untrained), })\n",
    "\n",
    "# print the loss and divergence sum of the corrected velocity from untrained NN\n",
    "loss, div_untrained = loss_div(vel_untrained)\n",
    "print(f\"Loss for untrained network: {loss}\")\n",
    "\n",
    "# also, we visualize the pressure field\n",
    "plot = vis.plot(pres_untrained,title=\"pres. untrained\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZNEQUTu_CXwq"
   },
   "source": [
    "Not surprisingly, the pressure field looks quite random, and the loss in terms of divergence is large."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Zf2iFVn8gZ6K"
   },
   "source": [
    "## Training\n",
    "\n",
    "With our setup so far, training is very simple: we simply choose a few of the random flow fields, and evaluate the network, and change its weights so that the divergence loss becomes smaller. We simply loop over our precomputed flow fields without randomization below for a fixed number of epochs. Our network converges surprisingly fast. After a few epochs the loss should have decreased by more than two orders of magnitude."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "D7Ip2Da3CXwq",
    "outputId": "5b056c46-266b-4068-d207-1538a244d6e1"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/15 [00:00<?, ?it/s]\n",
      "100%|██████████| 15/15 [00:16<00:00,  1.12s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final loss=0.6785882711410522\n"
     ]
    }
   ],
   "source": [
    "optimizer = nn.adam(network, learning_rate=5e-3)\n",
    "for epoch in tqdm(range(15)):\n",
    "    for b in range(int(NUM_SAMPLES_TRAIN / BATCH_SIZE)):\n",
    "        vel_input = vel.batch[b*BATCH_SIZE:b*BATCH_SIZE + BATCH_SIZE]\n",
    "        loss, pred_v, pred_p = nn.update_weights(\n",
    "            network, optimizer, loss_func, vel_input\n",
    "        )\n",
    "\n",
    "loss, _,_ = loss_func(vel)\n",
    "print(f\"Final loss={loss.numpy()}\")  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "paM92jVECXwq"
   },
   "source": [
    "It's good to see the loss going down, but of course the big question now is: how does this network fare with new inputs. I.e., how well does it generalize to different, arbitrary flows given that it was only trained on the synthetic, randomly sampled flows."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eNOoy9MkCXwr"
   },
   "source": [
    "## Testing with New Inputs\n",
    "\n",
    "We can check this by producing a few new inputs. Below, we'll likewise use PhiFlow's noise generation to get new fields, but to make things interesting we're increasing the scale by a factor of $2 \\times$. Hence, the network will receive divergence inputs with magnitudes it hasn't seen before. These samples are effectively _out of the distribution_ of the training inputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "wrY6VqgmCXwr"
   },
   "outputs": [],
   "source": [
    "NUM_SAMPLES_TEST = 10\n",
    "\n",
    "vel_test = field.StaggeredGrid(\n",
    "    values=field.Noise(math.batch(batch=NUM_SAMPLES_TEST),scale=2.), \n",
    "    extrapolation=math.extrapolation.PERIODIC,\n",
    "    bounds=geom.Box(x=RES_X, y=RES_Y),\n",
    "    resolution=math.spatial(x=RES_X, y=RES_Y),\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we run our trained network and the solver (for comparison) on these inputs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "Xa2lzWKpCXwr",
    "outputId": "d29687f2-b967-438f-9632-92bed69f3e90"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "anaconda3/envs/torch24/lib/python3.12/site-packages/phiml/math/_optimize.py:631: UserWarning: Possible rank deficiency detected. Matrix might be singular which can lead to convergence problems. Please specify using Solve(rank_deficiency=...).\n",
      "  warnings.warn(\"Possible rank deficiency detected. Matrix might be singular which can lead to convergence problems. Please specify using Solve(rank_deficiency=...).\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original, mean divergence=2059.143, div. max=4.946\n",
      "NN, mean divergence=11.510, div. max=0.417\n",
      "Solver, mean divergence=0.000, div. max=0.000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vel_nn, p_nn          = eval_nn(vel_test)\n",
    "vel_solver, p_solver  = fluid.make_incompressible(vel_test, [])\n",
    "\n",
    "loss, div = loss_div(vel_test)\n",
    "print(f\"Original, mean divergence={loss.mean:.3f}, div. max={math.max(div.values).mean:.3f}\")\n",
    "\n",
    "loss, div = loss_div(vel_nn)\n",
    "print(f\"NN, mean divergence={loss.mean:.3f}, div. max={math.max(div.values).mean:.3f}\")\n",
    "\n",
    "loss, div = loss_div(vel_solver)\n",
    "print(f\"Solver, mean divergence={loss.mean:.3f}, div. max={math.max(div.values).mean:.3f}\")\n",
    "\n",
    "plot = vis.plot({ \"vel.\": vel_test.batch[0],  \"vel. NN\": vel_nn.batch[0],  \"vel. solver\": vel_solver.batch[0] })\n",
    "plot = vis.plot({ \"div.\": field.divergence(vel_test.batch[0]), \"div. NN\": field.divergence(vel_nn.batch[0]), \"div. solver\": field.divergence(vel_solver.batch[0]), })"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The quantitative evaluation confirms that our network has learned to reduce the divergence. The remaining one is larger than the one from PhiFlow's solver, but nonetheless orders of magnitude smaller than the original one. The images at the bottom nicely visualize this.\n",
    "\n",
    "Next, let's check what pressure field the network has actually learned to produce."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 541
    },
    "id": "lAA8BKXrCXwr",
    "outputId": "7eedc994-e28b-4cbf-8c36-231add1377fd"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the pressure on the training data, compared with the pressure given by traditional solver.\n",
    "plot = vis.plot({\"pres. solver\": p_solver.batch[0], \"pres. NN\": p_nn.batch[0]}, same_scale=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xJP_D4ruCXws"
   },
   "source": [
    "Interestingly, these fields share some similarities in terms of their structures, but are clearly not identical. Also, they typically have strongly varying magnitudes (the NN training is stochastic, so the differences can vary). Often, the NN learns to generate values that are 10 times larger, while PhiFlows pressure solvers is constrained to produce values with a zero mean.\n",
    "\n",
    "Nonetheless, as measured above, the pressure field of the network successfully removes most of the divergence, and mathematically, the Poisson problem here has a null-space in the form of a constant offset: the offset does not play a role once we take the derivatives, and hence all offsets are perfectly valid solutions. Our differentiable loss used for training does not have any constraint on absolute values, and hence the network is free to use any offset it happens to produce from its random initialization."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bwOdfQABZTOi"
   },
   "source": [
    "## Tougher Tests: Fluid Simulations with Obstacles\n",
    "\n",
    "Our initial goal were Navier-Stokes solvers, and hence it's import to check whether our network can actually cope with inputs in the form of flow fields produced by a fluid solver. After all, it was only trained on the synthetic, randomized fields that are quite different from the motions of fluids. To make things more interesting, we'll directly include a buoyant smoke plume to drive the simulation, and an obstacle. \n",
    "\n",
    "The next cell sets up a simple domain with a smoke source and a square obstacle right above it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "JlcMjRduZPh4"
   },
   "outputs": [],
   "source": [
    "smoke = CenteredGrid(0, extrapolation.PERIODIC, x=RES_X, y=RES_Y, bounds=Box(x=RES_X, y=RES_Y)) \n",
    "vel_smk = StaggeredGrid(0, extrapolation.PERIODIC, x=RES_X, y=RES_Y, bounds=Box(x=RES_X, y=RES_Y)) \n",
    "\n",
    "RECTANGLE = Obstacle(Box(x=(12, 20), y=(18, 20)))\n",
    "INFLOW_LOCATION = tensor((16, 5), channel(vector='x,y'))\n",
    "INFLOW = 0.6 * CenteredGrid(Sphere(center=INFLOW_LOCATION, radius=3), extrapolation.PERIODIC, x=RES_X, y=RES_Y, bounds=Box(x=RES_X, y=RES_Y))\n",
    "CYLINDER = Obstacle(geom.infinite_cylinder(x=16, y=20, radius=3, inf_dim=None))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4CpNw9lZhiXI"
   },
   "source": [
    "In our NN-supported solver, we now have some options regarding how to impose the zero-velocity boundary conditions for the obstacle. The safest way to handle them is to set velocities both before and after invoking the NN-based pressure correction step. The former ensure the network sees the solid obstacle, and the second one ensures the boundaries are fulfilled even if the network has made slight errors at the obstacle boundary. Hence, we'll call PhiFlow's `apply_boundary_conditions()` two times in the `step_nn()` function below.\n",
    "\n",
    "In parallel, we'll also define a `step_obs()` function that runs a classic flow solver without NN for comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "-uiB8iYZCXwx"
   },
   "outputs": [],
   "source": [
    "dt = 0.1\n",
    "\n",
    "@jit_compile\n",
    "def step_nn(v, dt, f, obstacle):\n",
    "    v = v + f * dt\n",
    "    v = advect.mac_cormack(v, v, dt)\n",
    "    v = fluid.apply_boundary_conditions(v, obstacle)\n",
    "    nn_input = field.divergence(field=v, order=2)\n",
    "    p = math.native_call(network, nn_input.values)\n",
    "\n",
    "    p = field.CenteredGrid( values=p,\n",
    "        extrapolation=math.extrapolation.PERIODIC,\n",
    "        bounds=geom.Box(x=RES_X, y=RES_Y),\n",
    "        resolution=spatial(x=RES_X, y=RES_Y),\n",
    "    )\n",
    "    grad_pres = field.spatial_gradient(p, at=v.sampled_at) \n",
    "    v = v - grad_pres\n",
    "    v = fluid.apply_boundary_conditions(v, obstacle)\n",
    "    return v, p\n",
    "\n",
    "@jit_compile\n",
    "def step_obs(v, dt, f, obstacle):\n",
    "    v = v + f * dt\n",
    "    v = advect.mac_cormack(v, v, dt)\n",
    "    v, p = fluid.make_incompressible(v, obstacle, solve=Solve(rank_deficiency=0))\n",
    "    return v, p"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "k3FfUh61Z1d0"
   },
   "source": [
    "Now we're ready to run and compare the simulations. The code below does this for `STEPS` simulation steps, running both solvers one after the other. The advected marker densities are tracked in the `traj_smk_X` lists, and allow for an intuitive, qualitative check regarding the results. The marker density is both driving and following the flow velocity, and thus nicely highlights changes in the motion of the simulated fluid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 626
    },
    "id": "6_5wdcNUCXwx",
    "outputId": "49a9b5d7-e9cf-40ac-f7af-77f4152968d8"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [01:37<00:00,  1.96s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "STEPS = 50\n",
    "smk_solv = smoke\n",
    "smk_nn = smoke\n",
    "vel_smk_solv = vel_smk\n",
    "vel_smk_nn = vel_smk\n",
    "traj_smk_solv = [smk_solv]\n",
    "traj_smk_nn = [smk_nn]\n",
    "\n",
    "# flexible backends require a small workaround for PyTorch's no_grad context here; by default (eg for TF) use a null-context\n",
    "from contextlib import nullcontext \n",
    "context = nullcontext() \n",
    "if any([b.name == 'torch' for b in BACKENDS]):\n",
    "    context = torch.no_grad()\n",
    "\n",
    "with context:\n",
    "    for i in tqdm(range(STEPS)):\n",
    "        smk_solv = advect.mac_cormack(smk_solv, vel_smk_solv, dt=dt) + INFLOW\n",
    "        smk_nn = advect.mac_cormack(smk_nn, vel_smk_nn, dt=dt) + INFLOW\n",
    "        \n",
    "        buoyancy_force_solv = smk_solv * (0, 1.0) @ vel_smk_solv\n",
    "        buoyancy_force_nn = smk_nn * (0, 1.0) @ vel_smk_nn\n",
    "        \n",
    "        vel_smk_solv, _ = step_obs(vel_smk_solv, dt, buoyancy_force_solv, [RECTANGLE])\n",
    "        vel_smk_nn, _ = step_nn(vel_smk_nn, dt, buoyancy_force_nn, [RECTANGLE])\n",
    "        \n",
    "        traj_smk_solv.append(smk_solv)\n",
    "        traj_smk_nn.append(smk_nn)\n",
    "\n",
    "traj_smk_solv = field.stack(traj_smk_solv, batch('time'))\n",
    "traj_smk_nn = field.stack(traj_smk_nn, batch('time'))\n",
    "\n",
    "plot = vis.plot({\"Solver\": traj_smk_solv.time[STEPS-1], \"NN\": traj_smk_nn.time[STEPS-1]}) # show last frame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dnd8eqT9iRXO"
   },
   "source": [
    "The plot above shows the last frame of the simulations, and they're remarkably similar. This results shows that the NN has successfully learned to reduce the divergence of arbitrary flows, despite having only seen the synthetic noisy inputs at training time.\n",
    "\n",
    "Moreover, it highlights the success of the differentiable discrete operator used for training. The training converges very quickly, and the trained network generalizes in a _zero-shot_ fashion to completely new inputs. The network hasn't even seen any obstacles at training time, and can still infer (mostly correct) pressure fields to handle them. This aspect is nonetheless an interesting point for improvements of this implementation. The NN could receive the obstacle geometry as an additional input, and could be trained to pay special attention to the boundary region via increased loss values.\n",
    "\n",
    "Lastly, if you're interested in watching the full evolution of the simulated trajectories, you can comment out and run the following cell. It generates a movie that can be watched in the browser via PhiFlow's `plot(...,animate=X)` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#vis.plot({\"solver\": traj_smk_solv, \"nn\": traj_smk_nn}, animate='time') # uncomment to view animation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vrfGtqwGkoML"
   },
   "source": [
    "# Next Steps\n",
    "\n",
    "- Improve the architecture of the neural network to boost its performance; obvious aspects to improve on are depth and features per layer, but other architectures are likewise worth a try.\n",
    "- Especially fully convolutional architectures like the `res_net` above are worth a try: evaluate how well a trained NN with these architectures can handle new and larger input grids.\n",
    "- Add support for obstacles with an additional input and an updated training data set.\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "gpuType": "A100",
   "machine_shape": "hm",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
